The afternoon sun cast long shadows as David slowly navigated his bicycle towards the park. A tightness in his chest made him unable to fully inflate his lungs. He remembered the precise spot, a small hillock, and could easily picture the sturdy trunk of the birch that had been growing there.

He reached the location, and his stomach lurched. The ground was freshly turned, the air thick with the smell of sawdust. The sight made his vision go fuzzy.

He dismounted the bike, his legs feeling wobbly. He stood there frozen, his hands clenching into fists. The gentle breeze rustled the remaining leaves of the other trees, but it seemed to avoid the devastated spot.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228